Title :
Robust nonlinear optimal control of dynamic systems with affine uncertainties
Author :
Houska, Boris ; Diehl, Moritz
Author_Institution :
Optimization in Eng. Center (OPTEC), K.U. Leuven, Leuven-Heverlee, Belgium
Abstract :
In this paper we present novel strategies to formulate and solve nonlinear robust optimal control problems for dynamic systems which are affine in the uncertainty. We suggest the definition of a constrained Lyapunov differential equation providing robustness interpretations with respect to L2-bounded disturbances in the context of inequality state constraints. This interpretation allows us to compute the robust counterpart formulation for optimal control problems which are affine in the uncertainty. Furthermore, we demonstrate the applicability of the presented formulation for a numerical test example: a crane should carry a mass from one to another point while an unknown force excites the open-loop controlled system. The robustly optimized input allows us to control the mass to a target region while satisfying inequality constraints on the worst-case excitation.
Keywords :
Lyapunov methods; constraint theory; differential equations; nonlinear control systems; open loop systems; optimal control; robust control; uncertain systems; L2-bounded disturbances; affine uncertainty; constrained Lyapunov differential equation; dynamic systems; inequality constraints; inequality state constraints; nonlinear robust optimal control; open-loop controlled system; robust counterpart formulation; robust nonlinear optimal control; robustness interpretations; worst-case excitation; Cranes; Differential equations; Force control; Open loop systems; Optimal control; Robust control; Robustness; System testing; Uncertainty; Weight control; Lyapunov Differential Equations; Optimal Control Problems; Robust Optimization;
Conference_Titel :
Decision and Control, 2009 held jointly with the 2009 28th Chinese Control Conference. CDC/CCC 2009. Proceedings of the 48th IEEE Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-3871-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2009.5399529